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Productionizing ML APIs: CI/CD Pipeline Design, Automation & AWS Deployment Explained

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Manage episode 522741056 series 3602386
Content provided by Business Compass LLC. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by Business Compass LLC or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://player.fm/legal.

Productionizing ML APIs: CI/CD Pipeline Design, Automation & AWS Deployment Explained

https://knowledge.businesscompassllc.com/productionizing-ml-apis-ci-cd-pipeline-design-automation-aws-deployment-explained/

Moving from ML prototype to production-ready API isn’t just about writing better code—it’s about building systems that can handle real users, scale automatically, and keep running when things go wrong. This podcast walks data scientists, ML engineers, and DevOps teams through the complete process of productionizing machine learning models using modern CI/CD practices and AWS infrastructure.

  continue reading

100 episodes

Artwork
iconShare
 
Manage episode 522741056 series 3602386
Content provided by Business Compass LLC. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by Business Compass LLC or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://player.fm/legal.

Productionizing ML APIs: CI/CD Pipeline Design, Automation & AWS Deployment Explained

https://knowledge.businesscompassllc.com/productionizing-ml-apis-ci-cd-pipeline-design-automation-aws-deployment-explained/

Moving from ML prototype to production-ready API isn’t just about writing better code—it’s about building systems that can handle real users, scale automatically, and keep running when things go wrong. This podcast walks data scientists, ML engineers, and DevOps teams through the complete process of productionizing machine learning models using modern CI/CD practices and AWS infrastructure.

  continue reading

100 episodes

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